/* Stockfish, a UCI chess playing engine derived from Glaurung 2.1 Copyright (C) 2004-2022 The Stockfish developers (see AUTHORS file) Stockfish is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. Stockfish is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with this program. If not, see . */ // Input features and network structure used in NNUE evaluation function #ifndef NNUE_ARCHITECTURE_H_INCLUDED #define NNUE_ARCHITECTURE_H_INCLUDED #include #include "nnue_common.h" #include "features/half_ka_v2_hm.h" #include "layers/affine_transform.h" #include "layers/clipped_relu.h" #include "layers/sqr_clipped_relu.h" #include "../misc.h" namespace Stockfish::Eval::NNUE { // Input features used in evaluation function using FeatureSet = Features::HalfKAv2_hm; // Number of input feature dimensions after conversion constexpr IndexType TransformedFeatureDimensions = 1024; constexpr IndexType PSQTBuckets = 8; constexpr IndexType LayerStacks = 8; struct Network { static constexpr int FC_0_OUTPUTS = 15; static constexpr int FC_1_OUTPUTS = 32; Layers::AffineTransform fc_0; Layers::SqrClippedReLU ac_sqr_0; Layers::ClippedReLU ac_0; Layers::AffineTransform fc_1; Layers::ClippedReLU ac_1; Layers::AffineTransform fc_2; // Hash value embedded in the evaluation file static constexpr std::uint32_t get_hash_value() { // input slice hash std::uint32_t hashValue = 0xEC42E90Du; hashValue ^= TransformedFeatureDimensions * 2; hashValue = decltype(fc_0)::get_hash_value(hashValue); hashValue = decltype(ac_0)::get_hash_value(hashValue); hashValue = decltype(fc_1)::get_hash_value(hashValue); hashValue = decltype(ac_1)::get_hash_value(hashValue); hashValue = decltype(fc_2)::get_hash_value(hashValue); return hashValue; } // Read network parameters bool read_parameters(std::istream& stream) { if (!fc_0.read_parameters(stream)) return false; if (!ac_0.read_parameters(stream)) return false; if (!fc_1.read_parameters(stream)) return false; if (!ac_1.read_parameters(stream)) return false; if (!fc_2.read_parameters(stream)) return false; return true; } // Read network parameters bool write_parameters(std::ostream& stream) const { if (!fc_0.write_parameters(stream)) return false; if (!ac_0.write_parameters(stream)) return false; if (!fc_1.write_parameters(stream)) return false; if (!ac_1.write_parameters(stream)) return false; if (!fc_2.write_parameters(stream)) return false; return true; } std::int32_t propagate(const TransformedFeatureType* transformedFeatures) { struct alignas(CacheLineSize) Buffer { alignas(CacheLineSize) decltype(fc_0)::OutputBuffer fc_0_out; alignas(CacheLineSize) decltype(ac_sqr_0)::OutputType ac_sqr_0_out[ceil_to_multiple(FC_0_OUTPUTS * 2, 32)]; alignas(CacheLineSize) decltype(ac_0)::OutputBuffer ac_0_out; alignas(CacheLineSize) decltype(fc_1)::OutputBuffer fc_1_out; alignas(CacheLineSize) decltype(ac_1)::OutputBuffer ac_1_out; alignas(CacheLineSize) decltype(fc_2)::OutputBuffer fc_2_out; Buffer() { std::memset(this, 0, sizeof(*this)); } }; #if defined(__clang__) && (__APPLE__) // workaround for a bug reported with xcode 12 static thread_local auto tlsBuffer = std::make_unique(); // Access TLS only once, cache result. Buffer& buffer = *tlsBuffer; #else alignas(CacheLineSize) static thread_local Buffer buffer; #endif fc_0.propagate(transformedFeatures, buffer.fc_0_out); ac_sqr_0.propagate(buffer.fc_0_out, buffer.ac_sqr_0_out); ac_0.propagate(buffer.fc_0_out, buffer.ac_0_out); std::memcpy(buffer.ac_sqr_0_out + FC_0_OUTPUTS, buffer.ac_0_out, FC_0_OUTPUTS * sizeof(decltype(ac_0)::OutputType)); fc_1.propagate(buffer.ac_sqr_0_out, buffer.fc_1_out); ac_1.propagate(buffer.fc_1_out, buffer.ac_1_out); fc_2.propagate(buffer.ac_1_out, buffer.fc_2_out); // buffer.fc_0_out[FC_0_OUTPUTS] is such that 1.0 is equal to 127*(1<